Dataset statistics
| Number of variables | 20 |
|---|---|
| Number of observations | 8636 |
| Missing cells | 0 |
| Missing cells (%) | 0.0% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 1.6 MiB |
| Average record size in memory | 198.6 B |
Variable types
| Numeric | 19 |
|---|---|
| Categorical | 1 |
balance is highly overall correlated with balance_freq and 6 other fields | High correlation |
balance_freq is highly overall correlated with balance and 2 other fields | High correlation |
purchases is highly overall correlated with one_purchases and 5 other fields | High correlation |
one_purchases is highly overall correlated with purchases and 2 other fields | High correlation |
install_purchases is highly overall correlated with purchases and 3 other fields | High correlation |
cash_adv is highly overall correlated with balance and 3 other fields | High correlation |
purchases_freq is highly overall correlated with purchases and 3 other fields | High correlation |
one_purchases_freq is highly overall correlated with purchases and 3 other fields | High correlation |
purchases_install_freq is highly overall correlated with purchases and 3 other fields | High correlation |
cash_adv_freq is highly overall correlated with balance and 3 other fields | High correlation |
cash_adv_trx is highly overall correlated with balance and 3 other fields | High correlation |
purchases_trx is highly overall correlated with purchases and 5 other fields | High correlation |
min_pay is highly overall correlated with balance and 2 other fields | High correlation |
prc_full_pay is highly overall correlated with balance and 1 other fields | High correlation |
gross_revenue is highly overall correlated with balance and 6 other fields | High correlation |
one_payment is highly overall correlated with one_purchases_freq | High correlation |
id is uniformly distributed | Uniform |
id has unique values | Unique |
payments has unique values | Unique |
purchases has 1967 (22.8%) zeros | Zeros |
one_purchases has 4113 (47.6%) zeros | Zeros |
install_purchases has 3747 (43.4%) zeros | Zeros |
cash_adv has 4431 (51.3%) zeros | Zeros |
purchases_freq has 1966 (22.8%) zeros | Zeros |
one_purchases_freq has 4113 (47.6%) zeros | Zeros |
purchases_install_freq has 3746 (43.4%) zeros | Zeros |
cash_adv_freq has 4431 (51.3%) zeros | Zeros |
cash_adv_trx has 4431 (51.3%) zeros | Zeros |
purchases_trx has 1967 (22.8%) zeros | Zeros |
prc_full_pay has 5589 (64.7%) zeros | Zeros |
Reproduction
| Analysis started | 2023-02-09 14:49:48.572136 |
|---|---|
| Analysis finished | 2023-02-09 14:51:17.201625 |
| Duration | 1 minute and 28.63 seconds |
| Software version | pandas-profiling vv3.6.2 |
| Download configuration | config.json |
id
Real number (ℝ)
UNIFORM  UNIQUE 
| Distinct | 8636 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 14602.541 |
| Minimum | 10001 |
|---|---|
| Maximum | 19190 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 134.9 KiB |
Quantile statistics
| Minimum | 10001 |
|---|---|
| 5-th percentile | 10487.75 |
| Q1 | 12337.75 |
| median | 14592.5 |
| Q3 | 16885.25 |
| 95-th percentile | 18719.25 |
| Maximum | 19190 |
| Range | 9189 |
| Interquartile range (IQR) | 4547.5 |
Descriptive statistics
| Standard deviation | 2632.7728 |
|---|---|
| Coefficient of variation (CV) | 0.18029552 |
| Kurtosis | -1.1887838 |
| Mean | 14602.541 |
| Median Absolute Deviation (MAD) | 2273.5 |
| Skewness | 0.002493971 |
| Sum | 1.2610754 × 108 |
| Variance | 6931492.4 |
| Monotonicity | Strictly increasing |
| Value | Count | Frequency (%) |
| 10001 | 1 | < 0.1% |
| 16111 | 1 | < 0.1% |
| 16125 | 1 | < 0.1% |
| 16124 | 1 | < 0.1% |
| 16123 | 1 | < 0.1% |
| 16122 | 1 | < 0.1% |
| 16121 | 1 | < 0.1% |
| 16120 | 1 | < 0.1% |
| 16119 | 1 | < 0.1% |
| 16118 | 1 | < 0.1% |
| Other values (8626) | 8626 |
| Value | Count | Frequency (%) |
| 10001 | 1 | |
| 10002 | 1 | |
| 10003 | 1 | |
| 10005 | 1 | |
| 10006 | 1 | |
| 10007 | 1 | |
| 10008 | 1 | |
| 10009 | 1 | |
| 10010 | 1 | |
| 10011 | 1 |
| Value | Count | Frequency (%) |
| 19190 | 1 | |
| 19189 | 1 | |
| 19188 | 1 | |
| 19186 | 1 | |
| 19184 | 1 | |
| 19183 | 1 | |
| 19182 | 1 | |
| 19181 | 1 | |
| 19180 | 1 | |
| 19179 | 1 |
balance
Real number (ℝ)
| Distinct | 8631 |
|---|---|
| Distinct (%) | 99.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1601.2249 |
| Minimum | 0 |
|---|---|
| Maximum | 19043.139 |
| Zeros | 6 |
| Zeros (%) | 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 134.9 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 13.209472 |
| Q1 | 148.09519 |
| median | 916.85546 |
| Q3 | 2105.1959 |
| 95-th percentile | 5936.6356 |
| Maximum | 19043.139 |
| Range | 19043.139 |
| Interquartile range (IQR) | 1957.1007 |
Descriptive statistics
| Standard deviation | 2095.5713 |
|---|---|
| Coefficient of variation (CV) | 1.3087302 |
| Kurtosis | 7.553876 |
| Mean | 1601.2249 |
| Median Absolute Deviation (MAD) | 825.60645 |
| Skewness | 2.3742542 |
| Sum | 13828178 |
| Variance | 4391419.1 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 6 | 0.1% |
| 40.900749 | 1 | < 0.1% |
| 1253.188317 | 1 | < 0.1% |
| 394.643543 | 1 | < 0.1% |
| 617.413726 | 1 | < 0.1% |
| 765.109593 | 1 | < 0.1% |
| 2583.247881 | 1 | < 0.1% |
| 1146.669364 | 1 | < 0.1% |
| 757.470201 | 1 | < 0.1% |
| 5058.299635 | 1 | < 0.1% |
| Other values (8621) | 8621 |
| Value | Count | Frequency (%) |
| 0 | 6 | |
| 0.000199 | 1 | < 0.1% |
| 0.001146 | 1 | < 0.1% |
| 0.001214 | 1 | < 0.1% |
| 0.001289 | 1 | < 0.1% |
| 0.004816 | 1 | < 0.1% |
| 0.009684 | 1 | < 0.1% |
| 0.064811 | 1 | < 0.1% |
| 0.065402 | 1 | < 0.1% |
| 0.074724 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 19043.13856 | 1 | |
| 18495.55855 | 1 | |
| 16304.88925 | 1 | |
| 16259.44857 | 1 | |
| 16115.5964 | 1 | |
| 15532.33972 | 1 | |
| 15258.2259 | 1 | |
| 15244.74865 | 1 | |
| 15155.53286 | 1 | |
| 14581.45914 | 1 |
balance_freq
Real number (ℝ)
| Distinct | 42 |
|---|---|
| Distinct (%) | 0.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.89503511 |
| Minimum | 0 |
|---|---|
| Maximum | 1 |
| Zeros | 6 |
| Zeros (%) | 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 134.9 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0.363636 |
| Q1 | 0.909091 |
| median | 1 |
| Q3 | 1 |
| 95-th percentile | 1 |
| Maximum | 1 |
| Range | 1 |
| Interquartile range (IQR) | 0.090909 |
Descriptive statistics
| Standard deviation | 0.20769688 |
|---|---|
| Coefficient of variation (CV) | 0.23205444 |
| Kurtosis | 3.3695861 |
| Mean | 0.89503511 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | -2.0841615 |
| Sum | 7729.5232 |
| Variance | 0.043137992 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 1 | 6130 | |
| 0.909091 | 406 | 4.7% |
| 0.818182 | 274 | 3.2% |
| 0.727273 | 220 | 2.5% |
| 0.545455 | 217 | 2.5% |
| 0.636364 | 202 | 2.3% |
| 0.454545 | 170 | 2.0% |
| 0.363636 | 167 | 1.9% |
| 0.272727 | 141 | 1.6% |
| 0.181818 | 117 | 1.4% |
| Other values (32) | 592 | 6.9% |
| Value | Count | Frequency (%) |
| 0 | 6 | 0.1% |
| 0.090909 | 25 | 0.3% |
| 0.1 | 2 | < 0.1% |
| 0.125 | 2 | < 0.1% |
| 0.142857 | 1 | < 0.1% |
| 0.166667 | 1 | < 0.1% |
| 0.181818 | 117 | |
| 0.2 | 7 | 0.1% |
| 0.222222 | 2 | < 0.1% |
| 0.25 | 5 | 0.1% |
| Value | Count | Frequency (%) |
| 1 | 6130 | |
| 0.909091 | 406 | 4.7% |
| 0.9 | 55 | 0.6% |
| 0.888889 | 53 | 0.6% |
| 0.875 | 57 | 0.7% |
| 0.857143 | 50 | 0.6% |
| 0.833333 | 59 | 0.7% |
| 0.818182 | 274 | 3.2% |
| 0.8 | 20 | 0.2% |
| 0.777778 | 21 | 0.2% |
purchases
Real number (ℝ)
HIGH CORRELATION  ZEROS 
| Distinct | 6015 |
|---|---|
| Distinct (%) | 69.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1025.4339 |
| Minimum | 0 |
|---|---|
| Maximum | 49039.57 |
| Zeros | 1967 |
| Zeros (%) | 22.8% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 134.9 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 43.3675 |
| median | 375.405 |
| Q3 | 1145.98 |
| 95-th percentile | 4060.0925 |
| Maximum | 49039.57 |
| Range | 49039.57 |
| Interquartile range (IQR) | 1102.6125 |
Descriptive statistics
| Standard deviation | 2167.108 |
|---|---|
| Coefficient of variation (CV) | 2.1133571 |
| Kurtosis | 108.67768 |
| Mean | 1025.4339 |
| Median Absolute Deviation (MAD) | 375.405 |
| Skewness | 8.055789 |
| Sum | 8855646.9 |
| Variance | 4696357 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 1967 | 22.8% |
| 45.65 | 25 | 0.3% |
| 150 | 15 | 0.2% |
| 60 | 13 | 0.2% |
| 200 | 12 | 0.1% |
| 450 | 12 | 0.1% |
| 100 | 12 | 0.1% |
| 600 | 10 | 0.1% |
| 70 | 10 | 0.1% |
| 1000 | 9 | 0.1% |
| Other values (6005) | 6551 |
| Value | Count | Frequency (%) |
| 0 | 1967 | |
| 0.01 | 3 | < 0.1% |
| 0.05 | 1 | < 0.1% |
| 0.24 | 1 | < 0.1% |
| 1 | 2 | < 0.1% |
| 2 | 1 | < 0.1% |
| 4.44 | 1 | < 0.1% |
| 4.8 | 1 | < 0.1% |
| 4.99 | 1 | < 0.1% |
| 6.9 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 49039.57 | 1 | |
| 41050.4 | 1 | |
| 40040.71 | 1 | |
| 38902.71 | 1 | |
| 35131.16 | 1 | |
| 32539.78 | 1 | |
| 31299.35 | 1 | |
| 27957.68 | 1 | |
| 27790.42 | 1 | |
| 26784.62 | 1 |
one_purchases
Real number (ℝ)
HIGH CORRELATION  ZEROS 
| Distinct | 3922 |
|---|---|
| Distinct (%) | 45.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 604.90144 |
| Minimum | 0 |
|---|---|
| Maximum | 40761.25 |
| Zeros | 4113 |
| Zeros (%) | 47.6% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 134.9 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 44.995 |
| Q3 | 599.1 |
| 95-th percentile | 2728.3725 |
| Maximum | 40761.25 |
| Range | 40761.25 |
| Interquartile range (IQR) | 599.1 |
Descriptive statistics
| Standard deviation | 1684.3078 |
|---|---|
| Coefficient of variation (CV) | 2.7844335 |
| Kurtosis | 160.12131 |
| Mean | 604.90144 |
| Median Absolute Deviation (MAD) | 44.995 |
| Skewness | 9.9357759 |
| Sum | 5223928.8 |
| Variance | 2836892.8 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 4113 | |
| 45.65 | 43 | 0.5% |
| 50 | 16 | 0.2% |
| 200 | 15 | 0.2% |
| 70 | 12 | 0.1% |
| 150 | 12 | 0.1% |
| 1000 | 12 | 0.1% |
| 100 | 12 | 0.1% |
| 250 | 11 | 0.1% |
| 60 | 10 | 0.1% |
| Other values (3912) | 4380 |
| Value | Count | Frequency (%) |
| 0 | 4113 | |
| 0.01 | 6 | 0.1% |
| 0.02 | 2 | < 0.1% |
| 0.05 | 1 | < 0.1% |
| 0.24 | 1 | < 0.1% |
| 1 | 4 | < 0.1% |
| 1.4 | 1 | < 0.1% |
| 2 | 1 | < 0.1% |
| 4.99 | 1 | < 0.1% |
| 5 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 40761.25 | 1 | |
| 40624.06 | 1 | |
| 34087.73 | 1 | |
| 33803.84 | 1 | |
| 26547.43 | 1 | |
| 26514.32 | 1 | |
| 25122.77 | 1 | |
| 24543.52 | 1 | |
| 23032.97 | 1 | |
| 22257.39 | 1 |
install_purchases
Real number (ℝ)
HIGH CORRELATION  ZEROS 
| Distinct | 4341 |
|---|---|
| Distinct (%) | 50.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 420.84353 |
| Minimum | 0 |
|---|---|
| Maximum | 22500 |
| Zeros | 3747 |
| Zeros (%) | 43.4% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 134.9 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 94.785 |
| Q3 | 484.1475 |
| 95-th percentile | 1800 |
| Maximum | 22500 |
| Range | 22500 |
| Interquartile range (IQR) | 484.1475 |
Descriptive statistics
| Standard deviation | 917.24518 |
|---|---|
| Coefficient of variation (CV) | 2.1795397 |
| Kurtosis | 94.193373 |
| Mean | 420.84353 |
| Median Absolute Deviation (MAD) | 94.785 |
| Skewness | 7.2161333 |
| Sum | 3634404.8 |
| Variance | 841338.72 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 3747 | |
| 100 | 14 | 0.2% |
| 200 | 13 | 0.2% |
| 125 | 11 | 0.1% |
| 150 | 11 | 0.1% |
| 300 | 10 | 0.1% |
| 75 | 9 | 0.1% |
| 450 | 8 | 0.1% |
| 500 | 8 | 0.1% |
| 270 | 7 | 0.1% |
| Other values (4331) | 4798 |
| Value | Count | Frequency (%) |
| 0 | 3747 | |
| 1.95 | 1 | < 0.1% |
| 4.44 | 1 | < 0.1% |
| 4.8 | 1 | < 0.1% |
| 6.33 | 1 | < 0.1% |
| 7.26 | 1 | < 0.1% |
| 7.67 | 1 | < 0.1% |
| 9.58 | 1 | < 0.1% |
| 9.65 | 1 | < 0.1% |
| 9.68 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 22500 | 1 | |
| 15497.19 | 1 | |
| 14686.1 | 1 | |
| 13184.43 | 1 | |
| 12738.47 | 1 | |
| 12560.85 | 1 | |
| 12541 | 1 | |
| 12375 | 1 | |
| 12235.05 | 1 | |
| 12128.94 | 1 |
cash_adv
Real number (ℝ)
HIGH CORRELATION  ZEROS 
| Distinct | 4206 |
|---|---|
| Distinct (%) | 48.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 994.17552 |
| Minimum | 0 |
|---|---|
| Maximum | 47137.212 |
| Zeros | 4431 |
| Zeros (%) | 51.3% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 134.9 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 1132.3855 |
| 95-th percentile | 4721.4155 |
| Maximum | 47137.212 |
| Range | 47137.212 |
| Interquartile range (IQR) | 1132.3855 |
Descriptive statistics
| Standard deviation | 2121.4583 |
|---|---|
| Coefficient of variation (CV) | 2.1338871 |
| Kurtosis | 52.143523 |
| Mean | 994.17552 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 5.1396286 |
| Sum | 8585699.8 |
| Variance | 4500585.3 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 4431 | |
| 2411.584248 | 1 | < 0.1% |
| 92.6579 | 1 | < 0.1% |
| 1486.243293 | 1 | < 0.1% |
| 855.232779 | 1 | < 0.1% |
| 3767.104707 | 1 | < 0.1% |
| 291.608512 | 1 | < 0.1% |
| 38.690552 | 1 | < 0.1% |
| 521.664369 | 1 | < 0.1% |
| 1974.202963 | 1 | < 0.1% |
| Other values (4196) | 4196 |
| Value | Count | Frequency (%) |
| 0 | 4431 | |
| 14.222216 | 1 | < 0.1% |
| 18.042768 | 1 | < 0.1% |
| 18.117967 | 1 | < 0.1% |
| 18.123413 | 1 | < 0.1% |
| 18.126683 | 1 | < 0.1% |
| 18.149946 | 1 | < 0.1% |
| 18.204577 | 1 | < 0.1% |
| 18.240626 | 1 | < 0.1% |
| 18.280043 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 47137.21176 | 1 | |
| 29282.10915 | 1 | |
| 27296.48576 | 1 | |
| 26268.69989 | 1 | |
| 26194.04954 | 1 | |
| 23130.82106 | 1 | |
| 22665.7785 | 1 | |
| 21943.84942 | 1 | |
| 20712.67008 | 1 | |
| 20277.33112 | 1 |
purchases_freq
Real number (ℝ)
HIGH CORRELATION  ZEROS 
| Distinct | 47 |
|---|---|
| Distinct (%) | 0.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.496 |
| Minimum | 0 |
|---|---|
| Maximum | 1 |
| Zeros | 1966 |
| Zeros (%) | 22.8% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 134.9 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0.083333 |
| median | 0.5 |
| Q3 | 0.916667 |
| 95-th percentile | 1 |
| Maximum | 1 |
| Range | 1 |
| Interquartile range (IQR) | 0.833334 |
Descriptive statistics
| Standard deviation | 0.40127264 |
|---|---|
| Coefficient of variation (CV) | 0.80901742 |
| Kurtosis | -1.6380013 |
| Mean | 0.496 |
| Median Absolute Deviation (MAD) | 0.416667 |
| Skewness | 0.033041216 |
| Sum | 4283.456 |
| Variance | 0.16101973 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 1 | 2126 | |
| 0 | 1966 | |
| 0.083333 | 622 | 7.2% |
| 0.916667 | 391 | 4.5% |
| 0.5 | 390 | 4.5% |
| 0.833333 | 367 | 4.2% |
| 0.166667 | 367 | 4.2% |
| 0.333333 | 350 | 4.1% |
| 0.25 | 328 | 3.8% |
| 0.583333 | 309 | 3.6% |
| Other values (37) | 1420 |
| Value | Count | Frequency (%) |
| 0 | 1966 | |
| 0.083333 | 622 | 7.2% |
| 0.090909 | 41 | 0.5% |
| 0.1 | 23 | 0.3% |
| 0.111111 | 16 | 0.2% |
| 0.125 | 25 | 0.3% |
| 0.142857 | 22 | 0.3% |
| 0.166667 | 367 | 4.2% |
| 0.181818 | 15 | 0.2% |
| 0.2 | 17 | 0.2% |
| Value | Count | Frequency (%) |
| 1 | 2126 | |
| 0.916667 | 391 | 4.5% |
| 0.909091 | 28 | 0.3% |
| 0.9 | 23 | 0.3% |
| 0.888889 | 18 | 0.2% |
| 0.875 | 26 | 0.3% |
| 0.857143 | 23 | 0.3% |
| 0.833333 | 367 | 4.2% |
| 0.818182 | 20 | 0.2% |
| 0.8 | 9 | 0.1% |
one_purchases_freq
Real number (ℝ)
HIGH CORRELATION  ZEROS 
| Distinct | 47 |
|---|---|
| Distinct (%) | 0.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.20590874 |
| Minimum | 0 |
|---|---|
| Maximum | 1 |
| Zeros | 4113 |
| Zeros (%) | 47.6% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 134.9 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0.083333 |
| Q3 | 0.333333 |
| 95-th percentile | 1 |
| Maximum | 1 |
| Range | 1 |
| Interquartile range (IQR) | 0.333333 |
Descriptive statistics
| Standard deviation | 0.30005361 |
|---|---|
| Coefficient of variation (CV) | 1.4572165 |
| Kurtosis | 1.0582057 |
| Mean | 0.20590874 |
| Median Absolute Deviation (MAD) | 0.083333 |
| Skewness | 1.5042342 |
| Sum | 1778.2279 |
| Variance | 0.090032167 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 4113 | |
| 0.083333 | 1057 | 12.2% |
| 0.166667 | 576 | 6.7% |
| 1 | 469 | 5.4% |
| 0.25 | 408 | 4.7% |
| 0.333333 | 346 | 4.0% |
| 0.416667 | 243 | 2.8% |
| 0.5 | 232 | 2.7% |
| 0.583333 | 197 | 2.3% |
| 0.666667 | 167 | 1.9% |
| Other values (37) | 828 | 9.6% |
| Value | Count | Frequency (%) |
| 0 | 4113 | |
| 0.083333 | 1057 | 12.2% |
| 0.090909 | 54 | 0.6% |
| 0.1 | 36 | 0.4% |
| 0.111111 | 24 | 0.3% |
| 0.125 | 35 | 0.4% |
| 0.142857 | 33 | 0.4% |
| 0.166667 | 576 | 6.7% |
| 0.181818 | 33 | 0.4% |
| 0.2 | 26 | 0.3% |
| Value | Count | Frequency (%) |
| 1 | 469 | |
| 0.916667 | 151 | 1.7% |
| 0.909091 | 4 | < 0.1% |
| 0.9 | 1 | < 0.1% |
| 0.888889 | 2 | < 0.1% |
| 0.875 | 6 | 0.1% |
| 0.857143 | 1 | < 0.1% |
| 0.833333 | 115 | 1.3% |
| 0.818182 | 10 | 0.1% |
| 0.8 | 4 | < 0.1% |
purchases_install_freq
Real number (ℝ)
HIGH CORRELATION  ZEROS 
| Distinct | 47 |
|---|---|
| Distinct (%) | 0.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.36882035 |
| Minimum | 0 |
|---|---|
| Maximum | 1 |
| Zeros | 3746 |
| Zeros (%) | 43.4% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 134.9 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0.166667 |
| Q3 | 0.75 |
| 95-th percentile | 1 |
| Maximum | 1 |
| Range | 1 |
| Interquartile range (IQR) | 0.75 |
Descriptive statistics
| Standard deviation | 0.39809294 |
|---|---|
| Coefficient of variation (CV) | 1.0793682 |
| Kurtosis | -1.4192794 |
| Mean | 0.36882035 |
| Median Absolute Deviation (MAD) | 0.166667 |
| Skewness | 0.48775295 |
| Sum | 3185.1325 |
| Variance | 0.15847799 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 3746 | |
| 1 | 1297 | 15.0% |
| 0.416667 | 381 | 4.4% |
| 0.916667 | 340 | 3.9% |
| 0.833333 | 304 | 3.5% |
| 0.5 | 303 | 3.5% |
| 0.166667 | 296 | 3.4% |
| 0.666667 | 290 | 3.4% |
| 0.75 | 284 | 3.3% |
| 0.083333 | 249 | 2.9% |
| Other values (37) | 1146 | 13.3% |
| Value | Count | Frequency (%) |
| 0 | 3746 | |
| 0.083333 | 249 | 2.9% |
| 0.090909 | 10 | 0.1% |
| 0.1 | 5 | 0.1% |
| 0.111111 | 8 | 0.1% |
| 0.125 | 4 | < 0.1% |
| 0.142857 | 5 | 0.1% |
| 0.166667 | 296 | 3.4% |
| 0.181818 | 14 | 0.2% |
| 0.2 | 8 | 0.1% |
| Value | Count | Frequency (%) |
| 1 | 1297 | |
| 0.916667 | 340 | 3.9% |
| 0.909091 | 25 | 0.3% |
| 0.9 | 18 | 0.2% |
| 0.888889 | 28 | 0.3% |
| 0.875 | 28 | 0.3% |
| 0.857143 | 29 | 0.3% |
| 0.833333 | 304 | 3.5% |
| 0.818182 | 20 | 0.2% |
| 0.8 | 17 | 0.2% |
cash_adv_freq
Real number (ℝ)
HIGH CORRELATION  ZEROS 
| Distinct | 54 |
|---|---|
| Distinct (%) | 0.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.1376042 |
| Minimum | 0 |
|---|---|
| Maximum | 1.5 |
| Zeros | 4431 |
| Zeros (%) | 51.3% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 134.9 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0.25 |
| 95-th percentile | 0.583333 |
| Maximum | 1.5 |
| Range | 1.5 |
| Interquartile range (IQR) | 0.25 |
Descriptive statistics
| Standard deviation | 0.20179143 |
|---|---|
| Coefficient of variation (CV) | 1.4664627 |
| Kurtosis | 3.1842333 |
| Mean | 0.1376042 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 1.795915 |
| Sum | 1188.3499 |
| Variance | 0.040719781 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 4431 | |
| 0.083333 | 980 | 11.3% |
| 0.166667 | 730 | 8.5% |
| 0.25 | 573 | 6.6% |
| 0.333333 | 434 | 5.0% |
| 0.416667 | 272 | 3.1% |
| 0.5 | 209 | 2.4% |
| 0.583333 | 142 | 1.6% |
| 0.666667 | 124 | 1.4% |
| 0.090909 | 66 | 0.8% |
| Other values (44) | 675 | 7.8% |
| Value | Count | Frequency (%) |
| 0 | 4431 | |
| 0.083333 | 980 | 11.3% |
| 0.090909 | 66 | 0.8% |
| 0.1 | 36 | 0.4% |
| 0.111111 | 23 | 0.3% |
| 0.125 | 43 | 0.5% |
| 0.142857 | 43 | 0.5% |
| 0.166667 | 730 | 8.5% |
| 0.181818 | 41 | 0.5% |
| 0.2 | 21 | 0.2% |
| Value | Count | Frequency (%) |
| 1.5 | 1 | < 0.1% |
| 1.25 | 1 | < 0.1% |
| 1.166667 | 2 | < 0.1% |
| 1.142857 | 1 | < 0.1% |
| 1.125 | 1 | < 0.1% |
| 1.1 | 1 | < 0.1% |
| 1.090909 | 1 | < 0.1% |
| 1 | 24 | |
| 0.916667 | 27 | |
| 0.909091 | 3 | < 0.1% |
cash_adv_trx
Real number (ℝ)
HIGH CORRELATION  ZEROS 
| Distinct | 65 |
|---|---|
| Distinct (%) | 0.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 3.3139185 |
| Minimum | 0 |
|---|---|
| Maximum | 123 |
| Zeros | 4431 |
| Zeros (%) | 51.3% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 134.9 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 4 |
| 95-th percentile | 15 |
| Maximum | 123 |
| Range | 123 |
| Interquartile range (IQR) | 4 |
Descriptive statistics
| Standard deviation | 6.9125061 |
|---|---|
| Coefficient of variation (CV) | 2.0859011 |
| Kurtosis | 60.428523 |
| Mean | 3.3139185 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 5.6733268 |
| Sum | 28619 |
| Variance | 47.782741 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 4431 | |
| 1 | 839 | 9.7% |
| 2 | 602 | 7.0% |
| 3 | 429 | 5.0% |
| 4 | 374 | 4.3% |
| 5 | 300 | 3.5% |
| 6 | 241 | 2.8% |
| 7 | 202 | 2.3% |
| 8 | 169 | 2.0% |
| 10 | 147 | 1.7% |
| Other values (55) | 902 | 10.4% |
| Value | Count | Frequency (%) |
| 0 | 4431 | |
| 1 | 839 | 9.7% |
| 2 | 602 | 7.0% |
| 3 | 429 | 5.0% |
| 4 | 374 | 4.3% |
| 5 | 300 | 3.5% |
| 6 | 241 | 2.8% |
| 7 | 202 | 2.3% |
| 8 | 169 | 2.0% |
| 9 | 108 | 1.3% |
| Value | Count | Frequency (%) |
| 123 | 3 | |
| 110 | 1 | < 0.1% |
| 107 | 1 | < 0.1% |
| 93 | 1 | < 0.1% |
| 80 | 1 | < 0.1% |
| 71 | 1 | < 0.1% |
| 69 | 1 | < 0.1% |
| 63 | 1 | < 0.1% |
| 62 | 3 | |
| 61 | 1 | < 0.1% |
purchases_trx
Real number (ℝ)
HIGH CORRELATION  ZEROS 
| Distinct | 173 |
|---|---|
| Distinct (%) | 2.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 15.033233 |
| Minimum | 0 |
|---|---|
| Maximum | 358 |
| Zeros | 1967 |
| Zeros (%) | 22.8% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 134.9 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 1 |
| median | 7 |
| Q3 | 18 |
| 95-th percentile | 59 |
| Maximum | 358 |
| Range | 358 |
| Interquartile range (IQR) | 17 |
Descriptive statistics
| Standard deviation | 25.180468 |
|---|---|
| Coefficient of variation (CV) | 1.6749869 |
| Kurtosis | 33.952279 |
| Mean | 15.033233 |
| Median Absolute Deviation (MAD) | 7 |
| Skewness | 4.5784185 |
| Sum | 129827 |
| Variance | 634.05599 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 1967 | |
| 1 | 606 | 7.0% |
| 12 | 537 | 6.2% |
| 2 | 345 | 4.0% |
| 6 | 340 | 3.9% |
| 3 | 294 | 3.4% |
| 4 | 277 | 3.2% |
| 7 | 265 | 3.1% |
| 8 | 263 | 3.0% |
| 5 | 254 | 2.9% |
| Other values (163) | 3488 |
| Value | Count | Frequency (%) |
| 0 | 1967 | |
| 1 | 606 | 7.0% |
| 2 | 345 | 4.0% |
| 3 | 294 | 3.4% |
| 4 | 277 | 3.2% |
| 5 | 254 | 2.9% |
| 6 | 340 | 3.9% |
| 7 | 265 | 3.1% |
| 8 | 263 | 3.0% |
| 9 | 240 | 2.8% |
| Value | Count | Frequency (%) |
| 358 | 1 | |
| 347 | 1 | |
| 344 | 1 | |
| 309 | 1 | |
| 308 | 1 | |
| 298 | 1 | |
| 274 | 1 | |
| 273 | 1 | |
| 254 | 1 | |
| 248 | 2 |
credit_limit
Real number (ℝ)
| Distinct | 203 |
|---|---|
| Distinct (%) | 2.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 4522.091 |
| Minimum | 50 |
|---|---|
| Maximum | 30000 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 134.9 KiB |
Quantile statistics
| Minimum | 50 |
|---|---|
| 5-th percentile | 1000 |
| Q1 | 1600 |
| median | 3000 |
| Q3 | 6500 |
| 95-th percentile | 12000 |
| Maximum | 30000 |
| Range | 29950 |
| Interquartile range (IQR) | 4900 |
Descriptive statistics
| Standard deviation | 3659.2404 |
|---|---|
| Coefficient of variation (CV) | 0.80919211 |
| Kurtosis | 2.7734731 |
| Mean | 4522.091 |
| Median Absolute Deviation (MAD) | 1800 |
| Skewness | 1.507019 |
| Sum | 39052778 |
| Variance | 13390040 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 3000 | 752 | 8.7% |
| 1500 | 695 | 8.0% |
| 1200 | 597 | 6.9% |
| 1000 | 596 | 6.9% |
| 2500 | 584 | 6.8% |
| 4000 | 471 | 5.5% |
| 6000 | 449 | 5.2% |
| 5000 | 370 | 4.3% |
| 2000 | 364 | 4.2% |
| 7500 | 273 | 3.2% |
| Other values (193) | 3485 |
| Value | Count | Frequency (%) |
| 50 | 1 | < 0.1% |
| 150 | 5 | 0.1% |
| 200 | 3 | < 0.1% |
| 300 | 14 | 0.2% |
| 400 | 3 | < 0.1% |
| 450 | 6 | 0.1% |
| 500 | 112 | |
| 600 | 21 | 0.2% |
| 650 | 1 | < 0.1% |
| 700 | 20 | 0.2% |
| Value | Count | Frequency (%) |
| 30000 | 2 | < 0.1% |
| 28000 | 1 | < 0.1% |
| 25000 | 1 | < 0.1% |
| 23000 | 2 | < 0.1% |
| 22500 | 1 | < 0.1% |
| 22000 | 1 | < 0.1% |
| 21500 | 2 | < 0.1% |
| 21000 | 2 | < 0.1% |
| 20500 | 1 | < 0.1% |
| 20000 | 10 |
payments
Real number (ℝ)
| Distinct | 8636 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1784.4781 |
| Minimum | 0.049513 |
|---|---|
| Maximum | 50721.483 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 134.9 KiB |
Quantile statistics
| Minimum | 0.049513 |
|---|---|
| 5-th percentile | 143.55957 |
| Q1 | 418.55924 |
| median | 896.6757 |
| Q3 | 1951.1421 |
| 95-th percentile | 6152.3187 |
| Maximum | 50721.483 |
| Range | 50721.434 |
| Interquartile range (IQR) | 1532.5829 |
Descriptive statistics
| Standard deviation | 2909.8101 |
|---|---|
| Coefficient of variation (CV) | 1.6306225 |
| Kurtosis | 54.270814 |
| Mean | 1784.4781 |
| Median Absolute Deviation (MAD) | 592.62252 |
| Skewness | 5.8730486 |
| Sum | 15410753 |
| Variance | 8466994.8 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 201.802084 | 1 | < 0.1% |
| 6372.619037 | 1 | < 0.1% |
| 162.949236 | 1 | < 0.1% |
| 164.403739 | 1 | < 0.1% |
| 1679.00486 | 1 | < 0.1% |
| 209.392729 | 1 | < 0.1% |
| 1014.549633 | 1 | < 0.1% |
| 272.517748 | 1 | < 0.1% |
| 32.924384 | 1 | < 0.1% |
| 1899.738286 | 1 | < 0.1% |
| Other values (8626) | 8626 |
| Value | Count | Frequency (%) |
| 0.049513 | 1 | |
| 0.056466 | 1 | |
| 3.500505 | 1 | |
| 4.523555 | 1 | |
| 4.841543 | 1 | |
| 9.533313 | 1 | |
| 12.773144 | 1 | |
| 14.500688 | 1 | |
| 16.385421 | 1 | |
| 18.125527 | 1 |
| Value | Count | Frequency (%) |
| 50721.48336 | 1 | |
| 46930.59824 | 1 | |
| 40627.59524 | 1 | |
| 39461.9658 | 1 | |
| 39048.59762 | 1 | |
| 36066.75068 | 1 | |
| 35843.62593 | 1 | |
| 34107.07499 | 1 | |
| 33994.72785 | 1 | |
| 33486.31044 | 1 |
min_pay
Real number (ℝ)
| Distinct | 8635 |
|---|---|
| Distinct (%) | > 99.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 864.30494 |
| Minimum | 0.019163 |
|---|---|
| Maximum | 76406.208 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 134.9 KiB |
Quantile statistics
| Minimum | 0.019163 |
|---|---|
| 5-th percentile | 73.358542 |
| Q1 | 169.16355 |
| median | 312.45229 |
| Q3 | 825.49646 |
| 95-th percentile | 2766.5939 |
| Maximum | 76406.208 |
| Range | 76406.188 |
| Interquartile range (IQR) | 656.33292 |
Descriptive statistics
| Standard deviation | 2372.5664 |
|---|---|
| Coefficient of variation (CV) | 2.745057 |
| Kurtosis | 283.96304 |
| Mean | 864.30494 |
| Median Absolute Deviation (MAD) | 190.37279 |
| Skewness | 13.622193 |
| Sum | 7464137.5 |
| Variance | 5629071.1 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 299.351881 | 2 | < 0.1% |
| 342.28649 | 1 | < 0.1% |
| 184.464721 | 1 | < 0.1% |
| 276.486072 | 1 | < 0.1% |
| 309.140865 | 1 | < 0.1% |
| 354.281114 | 1 | < 0.1% |
| 216.090433 | 1 | < 0.1% |
| 277.546713 | 1 | < 0.1% |
| 150.317143 | 1 | < 0.1% |
| 1600.26917 | 1 | < 0.1% |
| Other values (8625) | 8625 |
| Value | Count | Frequency (%) |
| 0.019163 | 1 | |
| 0.037744 | 1 | |
| 0.05588 | 1 | |
| 0.059481 | 1 | |
| 0.117036 | 1 | |
| 0.261984 | 1 | |
| 0.311953 | 1 | |
| 0.319475 | 1 | |
| 1.113027 | 1 | |
| 1.334075 | 1 |
| Value | Count | Frequency (%) |
| 76406.20752 | 1 | |
| 61031.6186 | 1 | |
| 56370.04117 | 1 | |
| 50260.75947 | 1 | |
| 43132.72823 | 1 | |
| 42629.55117 | 1 | |
| 38512.12477 | 1 | |
| 31871.36379 | 1 | |
| 30528.4324 | 1 | |
| 29019.80288 | 1 |
prc_full_pay
Real number (ℝ)
HIGH CORRELATION  ZEROS 
| Distinct | 47 |
|---|---|
| Distinct (%) | 0.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.15930362 |
| Minimum | 0 |
|---|---|
| Maximum | 1 |
| Zeros | 5589 |
| Zeros (%) | 64.7% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 134.9 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0.166667 |
| 95-th percentile | 1 |
| Maximum | 1 |
| Range | 1 |
| Interquartile range (IQR) | 0.166667 |
Descriptive statistics
| Standard deviation | 0.29627091 |
|---|---|
| Coefficient of variation (CV) | 1.8597876 |
| Kurtosis | 2.2015985 |
| Mean | 0.15930362 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 1.8860271 |
| Sum | 1375.7461 |
| Variance | 0.087776452 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 5589 | |
| 1 | 488 | 5.7% |
| 0.083333 | 426 | 4.9% |
| 0.166667 | 166 | 1.9% |
| 0.5 | 156 | 1.8% |
| 0.25 | 156 | 1.8% |
| 0.090909 | 153 | 1.8% |
| 0.333333 | 134 | 1.6% |
| 0.1 | 94 | 1.1% |
| 0.2 | 83 | 1.0% |
| Other values (37) | 1191 | 13.8% |
| Value | Count | Frequency (%) |
| 0 | 5589 | |
| 0.083333 | 426 | 4.9% |
| 0.090909 | 153 | 1.8% |
| 0.1 | 94 | 1.1% |
| 0.111111 | 61 | 0.7% |
| 0.125 | 52 | 0.6% |
| 0.142857 | 54 | 0.6% |
| 0.166667 | 166 | 1.9% |
| 0.181818 | 75 | 0.9% |
| 0.2 | 83 | 1.0% |
| Value | Count | Frequency (%) |
| 1 | 488 | |
| 0.916667 | 77 | 0.9% |
| 0.909091 | 19 | 0.2% |
| 0.9 | 16 | 0.2% |
| 0.888889 | 12 | 0.1% |
| 0.875 | 18 | 0.2% |
| 0.857143 | 12 | 0.1% |
| 0.833333 | 63 | 0.7% |
| 0.818182 | 17 | 0.2% |
| 0.8 | 33 | 0.4% |
tenure
Real number (ℝ)
| Distinct | 7 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 11.534391 |
| Minimum | 6 |
|---|---|
| Maximum | 12 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 134.9 KiB |
Quantile statistics
| Minimum | 6 |
|---|---|
| 5-th percentile | 8 |
| Q1 | 12 |
| median | 12 |
| Q3 | 12 |
| 95-th percentile | 12 |
| Maximum | 12 |
| Range | 6 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 1.3109837 |
|---|---|
| Coefficient of variation (CV) | 0.11365868 |
| Kurtosis | 8.1567014 |
| Mean | 11.534391 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | -3.0111405 |
| Sum | 99611 |
| Variance | 1.7186782 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 12 | 7346 | |
| 11 | 356 | 4.1% |
| 10 | 226 | 2.6% |
| 6 | 184 | 2.1% |
| 8 | 183 | 2.1% |
| 7 | 177 | 2.0% |
| 9 | 164 | 1.9% |
| Value | Count | Frequency (%) |
| 6 | 184 | 2.1% |
| 7 | 177 | 2.0% |
| 8 | 183 | 2.1% |
| 9 | 164 | 1.9% |
| 10 | 226 | 2.6% |
| 11 | 356 | 4.1% |
| 12 | 7346 |
| Value | Count | Frequency (%) |
| 12 | 7346 | |
| 11 | 356 | 4.1% |
| 10 | 226 | 2.6% |
| 9 | 164 | 1.9% |
| 8 | 183 | 2.1% |
| 7 | 177 | 2.0% |
| 6 | 184 | 2.1% |
one_payment
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 134.9 KiB |
| 1 | |
|---|---|
| 0 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 8636 |
|---|---|
| Distinct characters | 2 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 0 |
| 3rd row | 1 |
| 4th row | 1 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 1 | 4523 | |
| 0 | 4113 |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| 1 | 4523 | |
| 0 | 4113 |
Most occurring characters
| Value | Count | Frequency (%) |
| 1 | 4523 | |
| 0 | 4113 |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 8636 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 1 | 4523 | |
| 0 | 4113 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 8636 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 1 | 4523 | |
| 0 | 4113 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 8636 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 1 | 4523 | |
| 0 | 4113 |
gross_revenue
Real number (ℝ)
| Distinct | 8631 |
|---|---|
| Distinct (%) | 99.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1631.0502 |
| Minimum | 0 |
|---|---|
| Maximum | 19043.139 |
| Zeros | 6 |
| Zeros (%) | 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 134.9 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 13.962118 |
| Q1 | 152.14755 |
| median | 939.59294 |
| Q3 | 2147.692 |
| 95-th percentile | 6027.5734 |
| Maximum | 19043.139 |
| Range | 19043.139 |
| Interquartile range (IQR) | 1995.5445 |
Descriptive statistics
| Standard deviation | 2127.8304 |
|---|---|
| Coefficient of variation (CV) | 1.3045769 |
| Kurtosis | 7.3824693 |
| Mean | 1631.0502 |
| Median Absolute Deviation (MAD) | 845.32857 |
| Skewness | 2.3562288 |
| Sum | 14085749 |
| Variance | 4527662.1 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 6 | 0.1% |
| 40.900749 | 1 | < 0.1% |
| 1253.188317 | 1 | < 0.1% |
| 441.9380939 | 1 | < 0.1% |
| 660.0364732 | 1 | < 0.1% |
| 778.8218836 | 1 | < 0.1% |
| 2657.78572 | 1 | < 0.1% |
| 1146.669364 | 1 | < 0.1% |
| 803.0894426 | 1 | < 0.1% |
| 5207.364173 | 1 | < 0.1% |
| Other values (8621) | 8621 |
| Value | Count | Frequency (%) |
| 0 | 6 | |
| 0.000199 | 1 | < 0.1% |
| 0.001289 | 1 | < 0.1% |
| 0.004816 | 1 | < 0.1% |
| 0.009684 | 1 | < 0.1% |
| 0.064811 | 1 | < 0.1% |
| 0.065402 | 1 | < 0.1% |
| 0.25571 | 1 | < 0.1% |
| 0.327199 | 1 | < 0.1% |
| 0.41367 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 19043.13856 | 1 | |
| 18495.55855 | 1 | |
| 16527.61208 | 1 | |
| 16269.30952 | 1 | |
| 16246.21647 | 1 | |
| 15627.83085 | 1 | |
| 15381.25265 | 1 | |
| 15323.38013 | 1 | |
| 15297.08111 | 1 | |
| 15261.4325 | 1 |
| id | balance | balance_freq | purchases | one_purchases | install_purchases | cash_adv | purchases_freq | one_purchases_freq | purchases_install_freq | cash_adv_freq | cash_adv_trx | purchases_trx | credit_limit | payments | min_pay | prc_full_pay | tenure | gross_revenue | one_payment | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| id | 1.000 | -0.243 | -0.121 | -0.118 | -0.187 | -0.022 | -0.047 | -0.026 | -0.181 | 0.019 | -0.020 | -0.022 | -0.081 | -0.375 | -0.244 | -0.205 | 0.059 | -0.169 | -0.242 | 0.169 |
| balance | -0.243 | 1.000 | 0.513 | -0.013 | 0.130 | -0.104 | 0.570 | -0.163 | 0.103 | -0.155 | 0.545 | 0.551 | -0.064 | 0.378 | 0.419 | 0.900 | -0.532 | 0.056 | 1.000 | 0.022 |
| balance_freq | -0.121 | 0.513 | 1.000 | 0.128 | 0.116 | 0.117 | 0.129 | 0.195 | 0.141 | 0.152 | 0.167 | 0.167 | 0.189 | 0.099 | 0.161 | 0.502 | -0.222 | 0.226 | 0.506 | 0.086 |
| purchases | -0.118 | -0.013 | 0.128 | 1.000 | 0.753 | 0.710 | -0.387 | 0.794 | 0.694 | 0.609 | -0.395 | -0.388 | 0.886 | 0.263 | 0.398 | -0.008 | 0.233 | 0.129 | -0.021 | 0.168 |
| one_purchases | -0.187 | 0.130 | 0.116 | 0.753 | 1.000 | 0.208 | -0.190 | 0.427 | 0.952 | 0.125 | -0.185 | -0.181 | 0.596 | 0.306 | 0.370 | 0.070 | 0.043 | 0.096 | 0.125 | 0.144 |
| install_purchases | -0.022 | -0.104 | 0.117 | 0.710 | 0.208 | 1.000 | -0.358 | 0.786 | 0.191 | 0.922 | -0.369 | -0.360 | 0.784 | 0.127 | 0.234 | -0.052 | 0.273 | 0.120 | -0.110 | 0.099 |
| cash_adv | -0.047 | 0.570 | 0.129 | -0.387 | -0.190 | -0.358 | 1.000 | -0.454 | -0.194 | -0.378 | 0.940 | 0.951 | -0.409 | 0.165 | 0.266 | 0.482 | -0.280 | -0.115 | 0.586 | 0.035 |
| purchases_freq | -0.026 | -0.163 | 0.195 | 0.794 | 0.427 | 0.786 | -0.454 | 1.000 | 0.466 | 0.853 | -0.455 | -0.448 | 0.921 | 0.105 | 0.164 | -0.104 | 0.292 | 0.091 | -0.172 | 0.396 |
| one_purchases_freq | -0.181 | 0.103 | 0.141 | 0.694 | 0.952 | 0.191 | -0.194 | 0.466 | 1.000 | 0.119 | -0.182 | -0.180 | 0.611 | 0.283 | 0.324 | 0.051 | 0.055 | 0.084 | 0.098 | 0.763 |
| purchases_install_freq | 0.019 | -0.155 | 0.152 | 0.609 | 0.125 | 0.922 | -0.378 | 0.853 | 0.119 | 1.000 | -0.384 | -0.376 | 0.780 | 0.050 | 0.112 | -0.085 | 0.259 | 0.108 | -0.162 | 0.092 |
| cash_adv_freq | -0.020 | 0.545 | 0.167 | -0.395 | -0.185 | -0.369 | 0.940 | -0.455 | -0.182 | -0.384 | 1.000 | 0.983 | -0.410 | 0.090 | 0.202 | 0.456 | -0.303 | -0.133 | 0.558 | 0.130 |
| cash_adv_trx | -0.022 | 0.551 | 0.167 | -0.388 | -0.181 | -0.360 | 0.951 | -0.448 | -0.180 | -0.376 | 0.983 | 1.000 | -0.401 | 0.099 | 0.216 | 0.472 | -0.297 | -0.100 | 0.564 | 0.000 |
| purchases_trx | -0.081 | -0.064 | 0.189 | 0.886 | 0.596 | 0.784 | -0.409 | 0.921 | 0.611 | 0.780 | -0.410 | -0.401 | 1.000 | 0.193 | 0.279 | -0.025 | 0.247 | 0.163 | -0.072 | 0.268 |
| credit_limit | -0.375 | 0.378 | 0.099 | 0.263 | 0.306 | 0.127 | 0.165 | 0.105 | 0.283 | 0.050 | 0.090 | 0.099 | 0.193 | 1.000 | 0.470 | 0.264 | 0.017 | 0.168 | 0.379 | 0.229 |
| payments | -0.244 | 0.419 | 0.161 | 0.398 | 0.370 | 0.234 | 0.266 | 0.164 | 0.324 | 0.112 | 0.202 | 0.216 | 0.279 | 0.470 | 1.000 | 0.368 | 0.159 | 0.204 | 0.424 | 0.080 |
| min_pay | -0.205 | 0.900 | 0.502 | -0.008 | 0.070 | -0.052 | 0.482 | -0.104 | 0.051 | -0.085 | 0.456 | 0.472 | -0.025 | 0.264 | 0.368 | 1.000 | -0.479 | 0.136 | 0.898 | 0.034 |
| prc_full_pay | 0.059 | -0.532 | -0.222 | 0.233 | 0.043 | 0.273 | -0.280 | 0.292 | 0.055 | 0.259 | -0.303 | -0.297 | 0.247 | 0.017 | 0.159 | -0.479 | 1.000 | 0.013 | -0.530 | 0.025 |
| tenure | -0.169 | 0.056 | 0.226 | 0.129 | 0.096 | 0.120 | -0.115 | 0.091 | 0.084 | 0.108 | -0.133 | -0.100 | 0.163 | 0.168 | 0.204 | 0.136 | 0.013 | 1.000 | 0.053 | 0.089 |
| gross_revenue | -0.242 | 1.000 | 0.506 | -0.021 | 0.125 | -0.110 | 0.586 | -0.172 | 0.098 | -0.162 | 0.558 | 0.564 | -0.072 | 0.379 | 0.424 | 0.898 | -0.530 | 0.053 | 1.000 | 0.016 |
| one_payment | 0.169 | 0.022 | 0.086 | 0.168 | 0.144 | 0.099 | 0.035 | 0.396 | 0.763 | 0.092 | 0.130 | 0.000 | 0.268 | 0.229 | 0.080 | 0.034 | 0.025 | 0.089 | 0.016 | 1.000 |
| id | balance | balance_freq | purchases | one_purchases | install_purchases | cash_adv | purchases_freq | one_purchases_freq | purchases_install_freq | cash_adv_freq | cash_adv_trx | purchases_trx | credit_limit | payments | min_pay | prc_full_pay | tenure | one_payment | gross_revenue | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 10001 | 40.900749 | 0.818182 | 95.40 | 0.00 | 95.40 | 0.000000 | 0.166667 | 0.000000 | 0.083333 | 0.00 | 0 | 2 | 1000.0 | 201.802084 | 139.509787 | 0.000000 | 12 | 0 | 40.900749 |
| 1 | 10002 | 3202.467416 | 0.909091 | 0.00 | 0.00 | 0.00 | 6442.945483 | 0.000000 | 0.000000 | 0.000000 | 0.25 | 4 | 0 | 7000.0 | 4103.032597 | 1072.340217 | 0.222222 | 12 | 0 | 3395.755780 |
| 2 | 10003 | 2495.148862 | 1.000000 | 773.17 | 773.17 | 0.00 | 0.000000 | 1.000000 | 1.000000 | 0.000000 | 0.00 | 0 | 12 | 7500.0 | 622.066742 | 627.284787 | 0.000000 | 12 | 1 | 2495.148862 |
| 4 | 10005 | 817.714335 | 1.000000 | 16.00 | 16.00 | 0.00 | 0.000000 | 0.083333 | 0.083333 | 0.000000 | 0.00 | 0 | 1 | 1200.0 | 678.334763 | 244.791237 | 0.000000 | 12 | 1 | 817.714335 |
| 5 | 10006 | 1809.828751 | 1.000000 | 1333.28 | 0.00 | 1333.28 | 0.000000 | 0.666667 | 0.000000 | 0.583333 | 0.00 | 0 | 8 | 1800.0 | 1400.057770 | 2407.246035 | 0.000000 | 12 | 0 | 1809.828751 |
| 6 | 10007 | 627.260806 | 1.000000 | 7091.01 | 6402.63 | 688.38 | 0.000000 | 1.000000 | 1.000000 | 1.000000 | 0.00 | 0 | 64 | 13500.0 | 6354.314328 | 198.065894 | 1.000000 | 12 | 1 | 627.260806 |
| 7 | 10008 | 1823.652743 | 1.000000 | 436.20 | 0.00 | 436.20 | 0.000000 | 1.000000 | 0.000000 | 1.000000 | 0.00 | 0 | 12 | 2300.0 | 679.065082 | 532.033990 | 0.000000 | 12 | 0 | 1823.652743 |
| 8 | 10009 | 1014.926473 | 1.000000 | 861.49 | 661.49 | 200.00 | 0.000000 | 0.333333 | 0.083333 | 0.250000 | 0.00 | 0 | 5 | 7000.0 | 688.278568 | 311.963409 | 0.000000 | 12 | 1 | 1014.926473 |
| 9 | 10010 | 152.225975 | 0.545455 | 1281.60 | 1281.60 | 0.00 | 0.000000 | 0.166667 | 0.166667 | 0.000000 | 0.00 | 0 | 3 | 11000.0 | 1164.770591 | 100.302262 | 0.000000 | 12 | 1 | 152.225975 |
| 10 | 10011 | 1293.124939 | 1.000000 | 920.12 | 0.00 | 920.12 | 0.000000 | 1.000000 | 0.000000 | 1.000000 | 0.00 | 0 | 12 | 1200.0 | 1083.301007 | 2172.697765 | 0.000000 | 12 | 0 | 1293.124939 |
| id | balance | balance_freq | purchases | one_purchases | install_purchases | cash_adv | purchases_freq | one_purchases_freq | purchases_install_freq | cash_adv_freq | cash_adv_trx | purchases_trx | credit_limit | payments | min_pay | prc_full_pay | tenure | one_payment | gross_revenue | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 8938 | 19179 | 78.818407 | 0.500000 | 0.00 | 0.00 | 0.00 | 1113.186078 | 0.000000 | 0.000000 | 0.000000 | 0.166667 | 7 | 0 | 1200.0 | 1397.770131 | 21.821194 | 0.333333 | 6 | 0 | 112.213989 |
| 8939 | 19180 | 728.352548 | 1.000000 | 734.40 | 734.40 | 0.00 | 239.891038 | 0.333333 | 0.333333 | 0.000000 | 0.166667 | 2 | 2 | 1000.0 | 72.530037 | 110.950798 | 0.000000 | 6 | 1 | 735.549279 |
| 8940 | 19181 | 130.838554 | 1.000000 | 591.24 | 0.00 | 591.24 | 0.000000 | 1.000000 | 0.000000 | 0.833333 | 0.000000 | 0 | 6 | 1000.0 | 475.523262 | 82.771320 | 1.000000 | 6 | 0 | 130.838554 |
| 8941 | 19182 | 5967.475270 | 0.833333 | 214.55 | 0.00 | 214.55 | 8555.409326 | 0.833333 | 0.000000 | 0.666667 | 0.666667 | 13 | 5 | 9000.0 | 966.202912 | 861.949906 | 0.000000 | 6 | 0 | 6224.137550 |
| 8942 | 19183 | 40.829749 | 1.000000 | 113.28 | 0.00 | 113.28 | 0.000000 | 1.000000 | 0.000000 | 0.833333 | 0.000000 | 0 | 6 | 1000.0 | 94.488828 | 86.283101 | 0.250000 | 6 | 0 | 40.829749 |
| 8943 | 19184 | 5.871712 | 0.500000 | 20.90 | 20.90 | 0.00 | 0.000000 | 0.166667 | 0.166667 | 0.000000 | 0.000000 | 0 | 1 | 500.0 | 58.644883 | 43.473717 | 0.000000 | 6 | 1 | 5.871712 |
| 8945 | 19186 | 28.493517 | 1.000000 | 291.12 | 0.00 | 291.12 | 0.000000 | 1.000000 | 0.000000 | 0.833333 | 0.000000 | 0 | 6 | 1000.0 | 325.594462 | 48.886365 | 0.500000 | 6 | 0 | 28.493517 |
| 8947 | 19188 | 23.398673 | 0.833333 | 144.40 | 0.00 | 144.40 | 0.000000 | 0.833333 | 0.000000 | 0.666667 | 0.000000 | 0 | 5 | 1000.0 | 81.270775 | 82.418369 | 0.250000 | 6 | 0 | 23.398673 |
| 8948 | 19189 | 13.457564 | 0.833333 | 0.00 | 0.00 | 0.00 | 36.558778 | 0.000000 | 0.000000 | 0.000000 | 0.166667 | 2 | 0 | 500.0 | 52.549959 | 55.755628 | 0.250000 | 6 | 0 | 14.554327 |
| 8949 | 19190 | 372.708075 | 0.666667 | 1093.25 | 1093.25 | 0.00 | 127.040008 | 0.666667 | 0.666667 | 0.000000 | 0.333333 | 2 | 23 | 1200.0 | 63.165404 | 88.288956 | 0.000000 | 6 | 1 | 376.519275 |